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ResearchFormerly WizWand

CRC Survival Prognosis Prediction on SurGen

0.6794C-indexABMIL
0.4830480.5340240.5850.635976Feb 2, 2026Feb 10, 2026Feb 18, 2026Feb 26, 2026Mar 6, 2026Mar 14, 2026Mar 23, 2026
Updated 7mo ago

Evaluation results

MethodLinks
ABMILFoundation Model=UNI2, Multi-scale=MSPN, Param=2.18M, FLOPs=17.71G2026.020.6794
DSMILFoundation Model=UNI2, Multi-scale=MSPN, Param=1.87M, FLOPs=13.08G2026.020.6788
CLAM-SBFoundation Model=GigaPath, Multi-scale=MSPN, Param=2.31M, FLOPs=19.67G2026.020.676
CLAM-SBFoundation Model=CONCH, Multi-scale=MSPN, Param=2.31M, FLOPs=19.67G2026.020.6748
TransMILFoundation Model=GigaPath, Multi-scale=w/o, Param=2.93M, FLOPs=84.01G2026.020.6724
DSMILFoundation Model=GigaPath, Multi-scale=MSPN, Param=1.87M, FLOPs=13.08G2026.020.6724
ABMILFoundation Model=GigaPath, Multi-scale=MSPN, Param=2.18M, FLOPs=17.71G2026.020.6692
HAG-MILFoundation Model=UNI2, Multi-scale=IAT, Param=85.83M, FLOPs=503.30G2026.020.6688
DSMILFoundation Model=GigaPath, Multi-scale=w/o, Param=872.20K, FLOPs=13.06G2026.020.6686
CLAM-MBFoundation Model=UNI2, Multi-scale=MSPN, Param=2.31M, FLOPs=19.69G2026.020.6682
DSMILFoundation Model=UNI2, Multi-scale=CSA, Param=921.99K, FLOPs=32.65G2026.020.668
TransMILFoundation Model=UNI2, Multi-scale=w/o, Param=2.93M, FLOPs=84.01G2026.020.6674
TransMILFoundation Model=CONCH, Multi-scale=w/o, Param=2.93M, FLOPs=84.01G2026.020.6672
CLAM-SBFoundation Model=UNI2, Multi-scale=MSPN, Param=2.31M, FLOPs=19.67G2026.020.6666
DSMILFoundation Model=UNI2, Multi-scale=Concat, Param=903.75K, FLOPs=32.65G2026.020.6658
CLAM-SBFoundation Model=CONCH, Multi-scale=w/o, Param=1.05M, FLOPs=15.74G2026.020.6656
DSMILFoundation Model=CONCH, Multi-scale=MSPN, Param=1.87M, FLOPs=13.08G2026.020.6652
DSMILFoundation Model=GigaPath, Multi-scale=CSA, Param=921.99K, FLOPs=32.65G2026.020.6652
DSMILFoundation Model=UNI2, Multi-scale=w/o, Param=872.20K, FLOPs=13.06G2026.020.6646
DSMILFoundation Model=CONCH, Multi-scale=Concat, Param=903.75K, FLOPs=32.65G2026.020.6626
CLAM-SBFoundation Model=GigaPath, Multi-scale=Concat, Param=3.19M, FLOPs=39.35G2026.020.6616
CLAM-MBFoundation Model=GigaPath, Multi-scale=Concat, Param=3.19M, FLOPs=39.38G2026.020.6616
ABMILFoundation Model=GigaPath, Multi-scale=Concat, Param=2.61M, FLOPs=38.37G2026.020.6612
ABMILFoundation Model=UNI2, Multi-scale=Concat, Param=2.61M, FLOPs=38.37G2026.020.6608
ABMILFoundation Model=UNI2, Multi-scale=w/o, Param=919.43K, FLOPs=13.77G2026.020.6606
CLAM-MBFoundation Model=UNI2, Multi-scale=Concat, Param=3.19M, FLOPs=39.38G2026.020.6602
CLAM-SBFoundation Model=GigaPath, Multi-scale=w/o, Param=1.05M, FLOPs=15.74G2026.020.66
CLAM-MBFoundation Model=CONCH, Multi-scale=MSPN, Param=2.31M, FLOPs=19.69G2026.020.6596
ABMILFoundation Model=CONCH, Multi-scale=MSPN, Param=2.18M, FLOPs=17.71G2026.020.659
ABMILFoundation Model=CONCH, Multi-scale=Concat, Param=2.61M, FLOPs=38.37G2026.020.6584
CLAM-SBFoundation Model=UNI2, Multi-scale=w/o, Param=1.05M, FLOPs=15.74G2026.020.657
CLAM-MBFoundation Model=UNI2, Multi-scale=w/o, Param=1.05M, FLOPs=15.75G2026.020.6568
MeanpoolFoundation Model=UNI2, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.020.6566
DSMILFoundation Model=CONCH, Multi-scale=w/o, Param=872.20K, FLOPs=13.06G2026.020.6565
ABMILState=MAMMOTH2026.030.6564
ABMILFoundation Model=CONCH, Multi-scale=CSA, Param=2.61M, FLOPs=38.37G2026.020.6562
CLAM-MBFoundation Model=GigaPath, Multi-scale=MSPN, Param=2.31M, FLOPs=19.69G2026.020.6552
CLAM-MBFoundation Model=UNI2, Multi-scale=CSA, Param=3.21M, FLOPs=39.38G2026.020.6552
DSMILFoundation Model=GigaPath, Multi-scale=Concat, Param=903.75K, FLOPs=32.65G2026.020.6536
DSMILFoundation Model=CONCH, Multi-scale=CSA, Param=921.99K, FLOPs=32.65G2026.020.6526
HAG-MILFoundation Model=GigaPath, Multi-scale=IAT, Param=85.83M, FLOPs=503.30G2026.020.6526
CLAM-MBFoundation Model=CONCH, Multi-scale=Concat, Param=3.19M, FLOPs=39.38G2026.020.6512
DSMILState=MAMMOTH2026.030.6511
CLAM-MBFoundation Model=CONCH, Multi-scale=CSA, Param=3.21M, FLOPs=39.38G2026.020.6504
CLAMState=MAMMOTH2026.030.6499
MeanState=MAMMOTH2026.030.6497
CLAM-SBFoundation Model=CONCH, Multi-scale=CSA, Param=3.21M, FLOPs=39.35G2026.020.649
CLAM-SBFoundation Model=UNI2, Multi-scale=CSA, Param=3.21M, FLOPs=39.35G2026.020.649
ILRAState=MAMMOTH2026.030.648
HAG-MILFoundation Model=CONCH, Multi-scale=IAT, Param=85.83M, FLOPs=503.30G2026.020.6472
MeanpoolFoundation Model=GigaPath, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.020.6468
ABMILFoundation Model=GigaPath, Multi-scale=CSA, Param=2.61M, FLOPs=38.37G2026.020.6458
CLAM-MBFoundation Model=CONCH, Multi-scale=w/o, Param=1.05M, FLOPs=15.75G2026.020.6452
CLAM-MBFoundation Model=GigaPath, Multi-scale=CSA, Param=3.21M, FLOPs=39.38G2026.020.6442
ABMILFoundation Model=UNI2, Multi-scale=CSA, Param=2.61M, FLOPs=38.37G2026.020.644
CLAM-SBFoundation Model=GigaPath, Multi-scale=CSA, Param=3.21M, FLOPs=39.35G2026.020.6434
MeanState=Base2026.030.6403
CLAMState=Base2026.030.6393
TransformerState=MAMMOTH2026.030.6391
CLAM-SBFoundation Model=UNI2, Multi-scale=Concat, Param=3.19M, FLOPs=39.35G2026.020.638
ABMILState=Base2026.030.6367
CLAM-MBFoundation Model=GigaPath, Multi-scale=w/o, Param=1.05M, FLOPs=15.75G2026.020.636
ABMILFoundation Model=CONCH, Multi-scale=w/o, Param=919.43K, FLOPs=13.77G2026.020.6352
TransMILState=MAMMOTH2026.030.631
ABMILFoundation Model=GigaPath, Multi-scale=w/o, Param=919.43K, FLOPs=13.77G2026.020.6308
MeanpoolFoundation Model=CONCH, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.020.624
ILRAState=Base2026.030.6229
TransformerState=Base2026.030.6059
DSMILState=Base2026.030.6017
MaxState=MAMMOTH2026.030.5931
CLAM-SBFoundation Model=CONCH, Multi-scale=Concat, Param=3.19M, FLOPs=39.35G2026.020.5864
TransMILState=Base2026.030.5794
MaxState=Base2026.030.5653
MaxpoolFoundation Model=CONCH, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.020.5296
MaxpoolFoundation Model=GigaPath, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.020.5252
MaxpoolFoundation Model=UNI2, Multi-scale=w/o, Param=3.07K, FLOPs=3.07K2026.020.4906